Show HN: calsdk, one TypeScript API for Google Calendar, Outlook and iCloud
Article URL: https://github.com/vkpdeveloper/calsdk Comments URL: https://news.ycombinator.com/item?id=50383335 Points: 2 # Comments: 0
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Agents & automation / 01Agents Are Going AsyncLangChain
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Agents Are Going Async
LangChainResearch & methods / 02Augmentation with Reinforcement Transformation for Low-textured Scientific Sketch Image RetrievalarXiv cs.CV
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Augmentation with Reinforcement Transformation for Low-textured Scientific Sketch Image Retrieval
arXiv cs.CVCompute & infrastructure / 03b12131llama.cpp releases
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分类推荐榜首EEvoMapAgents & automationEvoMap is an infrastructure designed for the reuse of AI agent experiences. It organizes reusable strategies and repair assets with validation records via the GEP protocol, offering market- and quality-based ranking to help different agents discover, evaluate, and inherit existing capabilities.
分类推荐榜首JJAXModels & infrastructureJAX is a Python numerical computing library designed for accelerators, specifically tailored for high-performance array computations and large-scale machine learning. It efficiently executes the same code across multiple hardware backends, including CPUs, GPUs, and TPUs.
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2026-11-06
Follow the timelineShow HN: Cerea – yet another self-hosted LLM chat front end
Here is Cerea, a self-hostable, open-source (Apache 2.0) chat+agent frontend for LLMs. It works alone with any OpenAI-compatible inference provider, but it's way better when coupled with the model gateway I'm also developing, Pystino (https://github.com/paoloviviani/Pystino).I came to this after struggling to find a hosted chat interface that was truly open source, that I really enjoyed to use, and that was simple enough to be shared and used by family. In particular, I was looking for something that could provide the smooth and integrated user experience of commercial products for the tasks needed by family (e.g., document editing, form filling, notes and knowledge management), but backed by open models hosted wherever I decide.Then it became richer, now supporting: remote coding agents (wrapping Opencode), delegation and coordination between agents, integration between chat/projects and code agents (this one to me is a pain point for Claude, which I use at work), projects, RAG, rich artifacts support, schedules, and more.You can try it yourself, either cloning the full repo and head to Cerea/kit, or just the deploy kit with a script (https://github.com/paoloviviani/Cerea#quick-start).It's just a docker compose with a ./configure script that helps to generate a sensible .env for the specific scenario. It works in the browser and as a PWA on mobile.I hope you'll enjoy, feel free to reach out for questions. Comments URL: https://news.ycombinator.com/item?id=50384502 Points: 1 # Comments: 0
Show HN: Flawless UI/UX – A design skill and inspection CLI for coding agents
Article URL: https://github.com/smokeeaasd/flawless-ui-ux Comments URL: https://news.ycombinator.com/item?id=50381846 Points: 1 # Comments: 0
Show HN: Ls-service – minimal, namespaced, and typed localStorage wrapper
Article URL: https://github.com/brysonbw/ls-service Comments URL: https://news.ycombinator.com/item?id=50383396 Points: 1 # Comments: 0
Show HN: Umbel – Remote-control agent CLIs over tmux
Been using this in all my sessions the last months. Opus 5.5 (over MCP) spawns Deepseek flash agents - and codex for audits etc. Very curious to hear what the HN crowd thinks/makes of it. Comments URL: https://news.ycombinator.com/item?id=50383189 Points: 1 # Comments: 0
Towards Robust Long-Lived Agents: Benchmarking Experience Lifecycles in Evolving Environments
arXiv:2611.05450v1 Announce Type: new Abstract: As agents become more capable, they are moving beyond one-off tasks toward sustained assistance across successive user goals. Such assistance requires agents to discover how unfamiliar environments work, reuse what they learn across tasks, and keep that experience current as environments evolve. Existing benchmarks increasingly study experience reuse and adaptation, but provide limited insight into which parts of accumulated experience agents revise, retain, or lose. To address this gap, we introduce ReScopeBench, a benchmark for the experience lifecycle across 18 interactive environments. It distinguishes structural experience about how an environment is organized and accessed from rule experience about reusable principles and constraints that guide decisions across tasks. To study how experience is acquired, reused, and revised, we propose an experience-first construction approach. It builds task streams around shared experience and introduces silent environmental changes. We evaluate task performance and track changes in saved experience throughout each stream. Across 20 models, we find that retained experience improves task performance, but agents struggle to keep it current as environments change. Even when the required experience is correctly recorded, agents do not always complete tasks successfully. These findings identify selective maintenance and effective use as complementary challenges for long-lived agents.
2026-11-05
Follow the timelineCertinia brings AI into professional services workflows
Certinia Inc. is bringing AI into the software firms use to sell projects, assign staff, deliver work and bill clients. AI’s ability to instantaneously draw from a deep well of information and provide guidance in practically any field of expertise has changed the paradigm for professional services. For Certinia Inc., whose business facilitates 7.1 billion […] The post Certinia brings AI into professional services workflows appeared first on SiliconANGLE.
Finding New Drugs Is Laborious. This AI Startup Is Skipping The Lab Work
Potential Sciences, a startup backed by the UK government, is betting that training AI models on computer-generated biochemical data can speed up the plodding process of developing new drugs.
Meta acquires AI coding startup Conductor, whose app runs several coding agents at once
Meta Platforms Inc. has acquired artificial intelligence coding startup Conductor in a deal first reported today by Axios. Conductor confirmed it’s joining Meta in a post on its website. Terms were not disclosed. Conductor’s software lets a developer run several coding agents at once, each in an isolated copy of the codebase, and then review […] The post Meta acquires AI coding startup Conductor, whose app runs several coding agents at once appeared first on SiliconANGLE.
Research prediction: Shift from digital banking to AI-driven finance will transform financial services in 2027
The coming year will signal an abrupt transition from digital banking to intelligent finance, as AI agents and operating models reshape the ways that financial firms acquire customers and provide advice. This is the central thesis of a new Forrester Research report, “Predictions 2027: Banking and Investing.” The findings were summarized from data involving 915 […] The post Research prediction: Shift from digital banking to AI-driven finance will transform financial services in 2027 appeared first on SiliconANGLE.
Show HN: After a decade of reversing, I got co-op working in DOS Wing Commander
Article URL: https://fireflyk64.github.io/wcmulti/ Comments URL: https://news.ycombinator.com/item?id=50369895 Points: 1 # Comments: 1
Show HN: Amigent – AI agent and remote desktop for Commodore Amiga over 50 KB/s
Article URL: https://github.com/akustikrausch/amigent Comments URL: https://news.ycombinator.com/item?id=50372207 Points: 2 # Comments: 0
Show HN: Autorun-audit – find what runs when you open, CD into or install a repo
Article URL: https://github.com/ag3ntsc4rn/autorun-audit Comments URL: https://news.ycombinator.com/item?id=50374018 Points: 1 # Comments: 0
Show HN: BrowserForge – AI agents use your real browser, you approve the clicks
Article URL: https://github.com/zoghlamimostafa/BrowserForge-MCP Comments URL: https://news.ycombinator.com/item?id=50373055 Points: 1 # Comments: 0
Show HN: Change my website if the agents let you
Article URL: https://actera.dev/playground Comments URL: https://news.ycombinator.com/item?id=50378545 Points: 1 # Comments: 0
Show HN: Cinnamon – safer AI agent for household, private and shared context
Article URL: https://getcinnamon.ai/ Comments URL: https://news.ycombinator.com/item?id=50373233 Points: 2 # Comments: 1
Show HN: CXAgent – a multi-agent coding workbench for the terminal, in .NET
Article URL: https://nickprotop.github.io/cxagent/ Comments URL: https://news.ycombinator.com/item?id=50368887 Points: 1 # Comments: 0
Show HN: Edgepad – Turn an Android phone into a trackpad for your laptop
Article URL: https://github.com/akshit-bansal11/edgepad Comments URL: https://news.ycombinator.com/item?id=50374433 Points: 1 # Comments: 1
Show HN: Exact integer LLL lattice basis reduction in C99
LLL, also known as Lenstra–Lenstra–Lovász lattice basis reduction algorithm, is an important algorithm in mathematics and cryptography. clll is an implementation of LLL in C99, which is small, is based on formally verified algorithm, and uses integer arithmetic only (GMP).Claim. clll is also high performant, based on the private benchmarks I have run comparing LLL implementations with exact arithmetic. Comments URL: https://news.ycombinator.com/item?id=50373689 Points: 1 # Comments: 0
Show HN: Homotope, vectorize images to SVG in the browser, MIT engine on NPM
Article URL: https://github.com/stevenroman91/homotope-engine Comments URL: https://news.ycombinator.com/item?id=50370248 Points: 1 # Comments: 0
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